The weight of the past pressed down on him, suffocating him. He sat in his father’s study, the scent of pipe tobacco lingering in the air. He was meant to be sorting his father's possessions, a final act of respect. Instead, he felt a profound sense of isolation.

He pulled open a drawer and found a stack of old letters. Tucked between them, a single sheet of paper, the precise words of a typed letter. His father's letter of resignation from the symphony orchestra. It was dated many years ago.

The reason was written in short, clipped sentences: "My passion has gone cold." He was stunned. He knew his father loved music. He didn't know his father ever felt that way. He felt a deep sense of wrongness, an echo of the words in his own life. He closed the drawer with a loud thud, suddenly wanting to be anywhere else.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255